{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Active Subspaces Example Function: Wing Weight\n",
    "\n",
    "##### Ryan Howard, CO School of Mines, <ryhoward@mines.edu>\n",
    "##### Paul Constantine, CO School of Mines, <pconstan@mines.edu>\n",
    "\n",
    "<br>\n",
    "\n",
    "In this tutorial, we'll be applying active subspaces to the function\n",
    "\n",
    "$$\n",
    "f = 0.036\\ S_w^{0.758}W_{fw}^{0.0035}\\left(\\frac{A}{\\cos^2(\\Lambda)}\\right)^{0.6}q^{0.006}\\lambda^{0.04}\\left(\\frac{100t_c}{\\cos(\\Lambda)}\\right)^{-0.3}(N_zW_{dg})^{0.49}+S_wW_p,\n",
    "$$\n",
    "\n",
    "as seen on [http://www.sfu.ca/~ssurjano/wingweight.html](http://www.sfu.ca/~ssurjano/wingweight.html). This function models the weight of a light aircraft wing, and its inputs and their distributions are described in the table below.\n",
    "\n",
    "Variable|Symbol|Distribution (U(min, max))\n",
    ":-----|:-----:|:-----\n",
    "wing area|$S_w$|U(150, 200)\n",
    "weight of fuel in the wing|$W_{fw}$|U(220, 300)\n",
    "aspect ratio|$A$|U(6, 10)\n",
    "quarter-chord sweep|$\\Lambda$|U(-10, 10)\n",
    "dynamic pressure at cruise|$q$|U(16, 45)\n",
    "taper ratio|$\\lambda$|U(0.5, 1)\n",
    "aerofoil thickness to chord ratio|$t_c$|U(0.08, 0.18)\n",
    "ultimate load factor|$N_z$|U(2.5, 6)\n",
    "flight design gross weight|$W_{dg}$|U(1700, 2500)\n",
    "paint weight|$W_p$|U(0.025, 0.08)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import active_subspaces as ac\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "\n",
    "# The wing_functions.py file contains two functions: the wing function (wing(xx))\n",
    "# and its gradient (wing_grad(xx)). Each takes an Mx10 matrix (M is the number of data\n",
    "# points) with rows being normalized inputs; wing returns a column vector of function\n",
    "# values at each row of the input and wing_grad returns a matrix whose ith row is the\n",
    "# gradient of wing at the ith row of xx with respect to the normalized inputs\n",
    "from wing_functions import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we draw M samples randomly from the input space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "M = 1000 #This is the number of data points to use\n",
    "\n",
    "#Sample the input space according to the distributions in the table above\n",
    "Sw = np.random.uniform(150, 200, (M, 1))\n",
    "Wfw = np.random.uniform(220, 300, (M, 1))\n",
    "A = np.random.uniform(6, 10, (M, 1))\n",
    "L = np.random.uniform(-10, 10, (M, 1))\n",
    "q = np.random.uniform(16, 45, (M, 1))\n",
    "l = np.random.uniform(.5, 1, (M, 1))\n",
    "tc = np.random.uniform(.08, .18, (M, 1))\n",
    "Nz = np.random.uniform(2.5, 6, (M, 1))\n",
    "Wdg = np.random.uniform(1700, 2500, (M, 1))\n",
    "Wp = np.random.uniform(.025, .08, (M, 1))\n",
    "\n",
    "#the input matrix\n",
    "x = np.hstack((Sw, Wfw, A, L, q, l, tc, Nz, Wdg, Wp))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we normalize the inputs, linearly scaling each to the interval $[-1, 1]$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Upper and lower limits for inputs\n",
    "xl = np.array([150, 220, 6, -10, 16, .5, .08, 2.5, 1700, .025])\n",
    "xu = np.array([200, 300, 10, 10, 45, 1, .18, 6, 2500, .08])\n",
    "\n",
    "#XX = normalized input matrix\n",
    "XX = ac.utils.misc.BoundedNormalizer(xl, xu).normalize(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute gradients to approximate the matrix on which the active subspace is based."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#output values (f) and gradients (df)\n",
    "f = wing(XX)\n",
    "df = wing_grad(XX)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we use our data to compute the active subspace."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Set up our subspace using the gradient samples\n",
    "ss = ac.subspaces.Subspaces()\n",
    "ss.compute(df=df, nboot=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use plotting utilities to plot eigenvalues, subspace error, components of the first 2 eigenvectors, and 1D and 2D sufficient summary plots (plots of function values vs. active variable values)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcYAAAHLCAYAAABS/Dj3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n31C7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1107af510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcYAAAHLCAYAAABS/Dj3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11321dad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbsAAAHPCAYAAADK2nTJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMcaYjGfFzhhjTMazYmeMMSbj/T9i+InWBzwZzwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113a70690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAHBCAYAAADkRYtYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112c1df50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbsAAAGZCAYAAAAQDZ8jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11342f190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Component labels\n",
    "in_labels = ['Sw', 'Wfw', 'A', 'Lambda', 'q', 'lambda', 'tc', 'Nz', 'Wdg', 'Wp']\n",
    "\n",
    "#plot eigenvalues, subspace errors\n",
    "ac.utils.plotters.eigenvalues(ss.eigenvals, ss.e_br)\n",
    "ac.utils.plotters.subspace_errors(ss.sub_br)\n",
    "\n",
    "#manually make the subspace 2D for the eigenvector and 2D summary plots\n",
    "ss.partition(2)\n",
    "#Compute the active variable values\n",
    "y = XX.dot(ss.W1)\n",
    "\n",
    "#Plot eigenvectors, sufficient summaries\n",
    "ac.utils.plotters.eigenvectors(ss.W1, in_labels=in_labels)\n",
    "ac.utils.plotters.sufficient_summary(y, f)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
